Pandas Profiling Report

Dataset statistics

Number of variables	114
Number of observations	5000
Missing cells	9
Missing cells (%)	< 0.1%
Total size in memory	4.3 MiB
Average record size in memory	912.0 B

Variable types

Numeric	114

Alerts

`age` is highly correlated with `agecat`	High correlation
`agecat` is highly correlated with `age`	High correlation
`ed` is highly correlated with `edcat`	High correlation
`edcat` is highly correlated with `ed`	High correlation
`marital` is highly correlated with `spoused` and 1 other fields	High correlation
`spoused` is highly correlated with `marital` and 1 other fields	High correlation
`spousedcat` is highly correlated with `marital` and 1 other fields	High correlation
`address` is highly correlated with `addresscat`	High correlation
`addresscat` is highly correlated with `address`	High correlation
`commute` is highly correlated with `commutecat`	High correlation
`commutecat` is highly correlated with `commute`	High correlation
`cardtenure` is highly correlated with `card2tenure` and 1 other fields	High correlation
`cardtenurecat` is highly correlated with `card2tenurecat`	High correlation
`card2tenure` is highly correlated with `cardtenure` and 2 other fields	High correlation
`card2tenurecat` is highly correlated with `cardtenurecat` and 1 other fields	High correlation
`tenure` is highly correlated with `cardtenure` and 1 other fields	High correlation
`longmon` is highly correlated with `longten`	High correlation
`longten` is highly correlated with `longmon`	High correlation
`equip` is highly correlated with `equipmon`	High correlation
`equipmon` is highly correlated with `equip`	High correlation
`gender` has 2482 (49.6%) zeros	Zeros
`union` has 4244 (84.9%) zeros	Zeros
`employ` has 659 (13.2%) zeros	Zeros
`retire` has 4262 (85.2%) zeros	Zeros
`default` has 3829 (76.6%) zeros	Zeros
`marital` has 2599 (52.0%) zeros	Zeros
`pets` has 1529 (30.6%) zeros	Zeros
`pets_cats` has 3413 (68.3%) zeros	Zeros
`pets_dogs` has 3762 (75.2%) zeros	Zeros
`pets_birds` has 4698 (94.0%) zeros	Zeros
`pets_reptiles` has 4818 (96.4%) zeros	Zeros
`pets_small` has 4749 (95.0%) zeros	Zeros
`pets_saltfish` has 4942 (98.8%) zeros	Zeros
`pets_freshfish` has 3462 (69.2%) zeros	Zeros
`homeown` has 1852 (37.0%) zeros	Zeros
`address` has 245 (4.9%) zeros	Zeros
`cars` has 497 (9.9%) zeros	Zeros
`carown` has 799 (16.0%) zeros	Zeros
`cartype` has 2287 (45.7%) zeros	Zeros
`carbought` has 2901 (58.0%) zeros	Zeros
`carbuy` has 3195 (63.9%) zeros	Zeros
`commutecar` has 1605 (32.1%) zeros	Zeros
`commutemotorcycle` has 4487 (89.7%) zeros	Zeros
`commutecarpool` has 3641 (72.8%) zeros	Zeros
`commutebus` has 2970 (59.4%) zeros	Zeros
`commuterail` has 3627 (72.5%) zeros	Zeros
`commutepublic` has 4523 (90.5%) zeros	Zeros
`commutebike` has 4383 (87.7%) zeros	Zeros
`commutewalk` has 3081 (61.6%) zeros	Zeros
`commutenonmotor` has 4708 (94.2%) zeros	Zeros
`telecommute` has 4060 (81.2%) zeros	Zeros
`polparty` has 3093 (61.9%) zeros	Zeros
`polcontrib` has 3808 (76.2%) zeros	Zeros
`vote` has 2410 (48.2%) zeros	Zeros
`cardfee` has 4051 (81.0%) zeros	Zeros
`cardtenure` has 91 (1.8%) zeros	Zeros
`card2fee` has 4064 (81.3%) zeros	Zeros
`card2tenure` has 89 (1.8%) zeros	Zeros
`active` has 2670 (53.4%) zeros	Zeros
`churn` has 3734 (74.7%) zeros	Zeros
`tollfree` has 2622 (52.4%) zeros	Zeros
`tollmon` has 2622 (52.4%) zeros	Zeros
`tollten` has 2622 (52.4%) zeros	Zeros
`equip` has 3296 (65.9%) zeros	Zeros
`equipmon` has 3296 (65.9%) zeros	Zeros
`equipten` has 3296 (65.9%) zeros	Zeros
`callcard` has 1419 (28.4%) zeros	Zeros
`cardmon` has 1419 (28.4%) zeros	Zeros
`cardten` has 1420 (28.4%) zeros	Zeros
`wireless` has 3656 (73.1%) zeros	Zeros
`wiremon` has 3656 (73.1%) zeros	Zeros
`wireten` has 3656 (73.1%) zeros	Zeros
`multline` has 2558 (51.2%) zeros	Zeros
`voice` has 3485 (69.7%) zeros	Zeros
`pager` has 3782 (75.6%) zeros	Zeros
`internet` has 2498 (50.0%) zeros	Zeros
`callid` has 2624 (52.5%) zeros	Zeros
`callwait` has 2605 (52.1%) zeros	Zeros
`forward` has 2597 (51.9%) zeros	Zeros
`confer` has 2610 (52.2%) zeros	Zeros
`ebill` has 3257 (65.1%) zeros	Zeros
`owntv` has 85 (1.7%) zeros	Zeros
`hourstv` has 85 (1.7%) zeros	Zeros
`ownvcr` has 422 (8.4%) zeros	Zeros
`owndvd` has 432 (8.6%) zeros	Zeros
`owncd` has 336 (6.7%) zeros	Zeros
`ownpda` has 3995 (79.9%) zeros	Zeros
`ownpc` has 1836 (36.7%) zeros	Zeros
`ownipod` has 2604 (52.1%) zeros	Zeros
`owngame` has 2626 (52.5%) zeros	Zeros
`ownfax` has 4106 (82.1%) zeros	Zeros
`news` has 2637 (52.7%) zeros	Zeros
`response_01` has 4582 (91.6%) zeros	Zeros
`response_02` has 4351 (87.0%) zeros	Zeros
`response_03` has 4487 (89.7%) zeros	Zeros

Reproduction

Analysis started	2021-12-15 16:27:11.020902
Analysis finished	2021-12-15 16:27:13.259362
Duration	2.24 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

region
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0014

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.421760289
Coefficient of variation (CV)	0.4736990369
Kurtosis	-1.308981878
Mean	3.0014
Median Absolute Deviation (MAD)	1
Skewness	0.005052460523
Sum	15007
Variance	2.02140232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	1027	20.5%
1	1009	20.2%
3	1003	20.1%
2	995	19.9%
4	966	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1009	20.2%
2	995	19.9%
3	1003	20.1%
4	966	19.3%
5	1027	20.5%

Value	Count	Frequency (%)
5	1027	20.5%
4	966	19.3%
3	1003	20.1%
2	995	19.9%
1	1009	20.2%

townsize
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.68727491

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.425924996
Coefficient of variation (CV)	0.5306211846
Kurtosis	-1.262774145
Mean	2.68727491
Median Absolute Deviation (MAD)	1
Skewness	0.2766152794
Sum	13431
Variance	2.033262094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%
(Missing)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%

Value	Count	Frequency (%)
5	750	15.0%
4	857	17.1%
3	907	18.1%
2	1048	21.0%
1	1436	28.7%

gender
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5036

Minimum	0
Maximum	1
Zeros	2482
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.500037046
Coefficient of variation (CV)	0.9929250318
Kurtosis	-2.000592902
Mean	0.5036
Median Absolute Deviation (MAD)	0
Skewness	-0.01440469503
Sum	2518
Variance	0.2500370474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2518	50.4%
0	2482	49.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2482	49.6%
1	2518	50.4%

Value	Count	Frequency (%)
1	2518	50.4%
0	2482	49.6%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	62
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.0256

Minimum	18
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	31
median	47
Q3	62
95-th percentile	76
Maximum	79
Range	61
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	17.77033769
Coefficient of variation (CV)	0.3778864638
Kurtosis	-1.187029996
Mean	47.0256
Median Absolute Deviation (MAD)	15
Skewness	0.09076008705
Sum	235128
Variance	315.7849016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	106	2.1%
35	102	2.0%
37	98	2.0%
24	97	1.9%
21	95	1.9%
63	95	1.9%
31	94	1.9%
57	93	1.9%
25	93	1.9%
36	92	1.8%
Other values (52)	4035	80.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	106	2.1%
19	78	1.6%
20	80	1.6%
21	95	1.9%
22	82	1.6%

Value	Count	Frequency (%)
79	73	1.5%
78	70	1.4%
77	71	1.4%
76	58	1.2%
75	74	1.5%

agecat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2388

Minimum	2
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.308784605
Coefficient of variation (CV)	0.3087630002
Kurtosis	-1.062540962
Mean	4.2388
Median Absolute Deviation (MAD)	1
Skewness	-0.2082156666
Sum	21194
Variance	1.712917143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	1222	24.4%
5	1195	23.9%
6	1068	21.4%
3	893	17.9%
2	622	12.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	622	12.4%
3	893	17.9%
4	1222	24.4%
5	1195	23.9%
6	1068	21.4%

Value	Count	Frequency (%)
6	1068	21.4%
5	1195	23.9%
4	1222	24.4%
3	893	17.9%
2	622	12.4%

ed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.543

Minimum	6
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	6
5-th percentile	9
Q1	12
median	14
Q3	17
95-th percentile	20
Maximum	23
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.281082763
Coefficient of variation (CV)	0.2256125121
Kurtosis	-0.6070629191
Mean	14.543
Median Absolute Deviation (MAD)	2
Skewness	0.003733520921
Sum	72715
Variance	10.7655041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
14	569	11.4%
15	536	10.7%
13	531	10.6%
16	486	9.7%
12	467	9.3%
17	454	9.1%
11	362	7.2%
18	349	7.0%
19	308	6.2%
10	260	5.2%
Other values (8)	678	13.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	8	0.2%
7	31	0.6%
8	107	2.1%
9	178	3.6%
10	260	5.2%

Value	Count	Frequency (%)
23	4	0.1%
22	33	0.7%
21	111	2.2%
20	206	4.1%
19	308	6.2%

edcat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.672

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.211738281
Coefficient of variation (CV)	0.4534948657
Kurtosis	-0.9972867043
Mean	2.672
Median Absolute Deviation (MAD)	1
Skewness	0.2482455737
Sum	13360
Variance	1.468309662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	1567	31.3%
4	1111	22.2%
3	1022	20.4%
1	946	18.9%
5	354	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	946	18.9%
2	1567	31.3%
3	1022	20.4%
4	1111	22.2%
5	354	7.1%

Value	Count	Frequency (%)
5	354	7.1%
4	1111	22.2%
3	1022	20.4%
2	1567	31.3%
1	946	18.9%

jobcat
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7528

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.737899945
Coefficient of variation (CV)	0.631320817
Kurtosis	-0.7587698514
Mean	2.7528
Median Absolute Deviation (MAD)	1
Skewness	0.7980652472
Sum	13764
Variance	3.020296219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1640	32.8%
1	1388	27.8%
6	688	13.8%
3	620	12.4%
5	452	9.0%
4	212	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1388	27.8%
2	1640	32.8%
3	620	12.4%
4	212	4.2%
5	452	9.0%

Value	Count	Frequency (%)
6	688	13.8%
5	452	9.0%
4	212	4.2%
3	620	12.4%
2	1640	32.8%

union
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1512

Minimum	0
Maximum	1
Zeros	4244
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3582795457
Coefficient of variation (CV)	2.369573715
Kurtosis	1.794884592
Mean	0.1512
Median Absolute Deviation (MAD)	0
Skewness	1.94786211
Sum	756
Variance	0.1283642328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4244	84.9%
1	756	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4244	84.9%
1	756	15.1%

Value	Count	Frequency (%)
1	756	15.1%
0	4244	84.9%

employ
Real number (ℝ_≥0)

ZEROS

Distinct	52
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7304

Minimum	0
Maximum	52
Zeros	659
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	15
95-th percentile	31
Maximum	52
Range	52
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.690928679
Coefficient of variation (CV)	0.9959435048
Kurtosis	1.052865428
Mean	9.7304
Median Absolute Deviation (MAD)	6
Skewness	1.251917702
Sum	48652
Variance	93.91409866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%
5	260	5.2%
6	250	5.0%
7	191	3.8%
8	187	3.7%
11	184	3.7%
Other values (42)	1960	39.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%

Value	Count	Frequency (%)
52	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%

empcat
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9326

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.453299575
Coefficient of variation (CV)	0.4955669288
Kurtosis	-1.335449666
Mean	2.9326
Median Absolute Deviation (MAD)	1
Skewness	0.1513485346
Sum	14663
Variance	2.112079656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	1180	23.6%
5	1135	22.7%
1	1048	21.0%
3	968	19.4%
4	669	13.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1048	21.0%
2	1180	23.6%
3	968	19.4%
4	669	13.4%
5	1135	22.7%

Value	Count	Frequency (%)
5	1135	22.7%
4	669	13.4%
3	968	19.4%
2	1180	23.6%
1	1048	21.0%

retire
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1476

Minimum	0
Maximum	1
Zeros	4262
Zeros (%)	85.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3547385063
Coefficient of variation (CV)	2.403377414
Kurtosis	1.951376483
Mean	0.1476
Median Absolute Deviation (MAD)	0
Skewness	1.987610649
Sum	738
Variance	0.1258394079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4262	85.2%
1	738	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4262	85.2%
1	738	14.8%

Value	Count	Frequency (%)
1	738	14.8%
0	4262	85.2%

income
Real number (ℝ_≥0)

Distinct	266
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.7596

Minimum	9
Maximum	1073
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	9
5-th percentile	13
Q1	24
median	38
Q3	67
95-th percentile	147
Maximum	1073
Range	1064
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	55.37751115
Coefficient of variation (CV)	1.01128407
Kurtosis	57.07703653
Mean	54.7596
Median Absolute Deviation (MAD)	18
Skewness	5.179216362
Sum	273798
Variance	3066.668742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	112	2.2%
29	109	2.2%
25	108	2.2%
20	102	2.0%
30	102	2.0%
18	100	2.0%
23	100	2.0%
24	99	2.0%
32	93	1.9%
16	91	1.8%
Other values (256)	3984	79.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	83	1.7%
10	55	1.1%
11	57	1.1%
12	52	1.0%
13	56	1.1%

Value	Count	Frequency (%)
1073	1	< 0.1%
995	1	< 0.1%
780	1	< 0.1%
642	1	< 0.1%
575	1	< 0.1%

inccat
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3922

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.221260601
Coefficient of variation (CV)	0.5105177665
Kurtosis	-0.5478133878
Mean	2.3922
Median Absolute Deviation (MAD)	1
Skewness	0.6595016048
Sum	11961
Variance	1.491477455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	1797	35.9%
1	1330	26.6%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1330	26.6%
2	1797	35.9%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Value	Count	Frequency (%)
5	384	7.7%
4	650	13.0%
3	839	16.8%
2	1797	35.9%
1	1330	26.6%

debtinc
Real number (ℝ_≥0)

Distinct	325
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.95416

Minimum	0
Maximum	43.1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1.9
Q1	5.1
median	8.8
Q3	13.6
95-th percentile	22.2
Maximum	43.1
Range	43.1
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.399783288
Coefficient of variation (CV)	0.6429254993
Kurtosis	1.37645844
Mean	9.95416
Median Absolute Deviation (MAD)	4
Skewness	1.061933558
Sum	49770.8
Variance	40.95722614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	48	1.0%
6.9	46	0.9%
4.1	46	0.9%
5.4	45	0.9%
4.4	42	0.8%
6.6	42	0.8%
7.3	41	0.8%
5.9	39	0.8%
11.3	39	0.8%
5.5	38	0.8%
Other values (315)	4574	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	6	0.1%
0.2	2	< 0.1%
0.3	5	0.1%
0.4	6	0.1%

Value	Count	Frequency (%)
43.1	1	< 0.1%
41.7	1	< 0.1%
41	1	< 0.1%
40.7	1	< 0.1%
38.2	1	< 0.1%

creddebt
Real number (ℝ_≥0)

Distinct	4950
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.857325646

Minimum	0
Maximum	109.072596
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.101088
Q1	0.3855195
median	0.926437
Q3	2.06382
95-th percentile	6.3730104
Maximum	109.072596
Range	109.072596
Interquartile range (IQR)	1.6783005

Descriptive statistics

Standard deviation	3.41573197
Coefficient of variation (CV)	1.839059283
Kurtosis	248.5334273
Mean	1.857325646
Median Absolute Deviation (MAD)	0.6517005
Skewness	11.12004134
Sum	9286.628229
Variance	11.66722489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.272	2	< 0.1%
0.235872	2	< 0.1%
0.17172	2	< 0.1%
0.316008	2	< 0.1%
1.6744	2	< 0.1%
1.254	2	< 0.1%
0.658368	2	< 0.1%
0.129778	2	< 0.1%
0.49842	2	< 0.1%
0.66528	2	< 0.1%
Other values (4940)	4980	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001364	1	< 0.1%
0.00341	1	< 0.1%
0.00494	1	< 0.1%
0.006344	1	< 0.1%

Value	Count	Frequency (%)
109.072596	1	< 0.1%
67.49085	1	< 0.1%
48.704524	1	< 0.1%
44.24556	1	< 0.1%
42.0985	1	< 0.1%

othdebt
Real number (ℝ_≥0)

Distinct	4973
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.654460154

Minimum	0
Maximum	141.45915
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2876923
Q1	0.9803015
median	2.09854
Q3	4.31478
95-th percentile	11.8159808
Maximum	141.45915
Range	141.45915
Interquartile range (IQR)	3.3344785

Descriptive statistics

Standard deviation	5.395171563
Coefficient of variation (CV)	1.476325185
Kurtosis	125.1452338
Mean	3.654460154
Median Absolute Deviation (MAD)	1.3518535
Skewness	7.589924316
Sum	18272.30077
Variance	29.10787619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.112832	3	0.1%
4.6926	2	< 0.1%
4.45536	2	< 0.1%
1.218048	2	< 0.1%
1.131624	2	< 0.1%
0.18144	2	< 0.1%
0.531696	2	< 0.1%
2.86416	2	< 0.1%
0.355368	2	< 0.1%
2.280096	2	< 0.1%
Other values (4963)	4979	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.016704	1	< 0.1%
0.020636	1	< 0.1%
0.02121	1	< 0.1%
0.022406	1	< 0.1%

Value	Count	Frequency (%)
141.45915	1	< 0.1%
102.308404	1	< 0.1%
66.9279	1	< 0.1%
59.910192	1	< 0.1%
59.37624	1	< 0.1%

default
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2342

Minimum	0
Maximum	1
Zeros	3829
Zeros (%)	76.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4235401247
Coefficient of variation (CV)	1.808454845
Kurtosis	-0.4235448664
Mean	0.2342
Median Absolute Deviation (MAD)	0
Skewness	1.255637174
Sum	1171
Variance	0.1793862372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3829	76.6%
1	1171	23.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3829	76.6%
1	1171	23.4%

Value	Count	Frequency (%)
1	1171	23.4%
0	3829	76.6%

jobsat
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9642

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.37945603
Coefficient of variation (CV)	0.4653721174
Kurtosis	-1.236731377
Mean	2.9642
Median Absolute Deviation (MAD)	1
Skewness	0.02675024957
Sum	14821
Variance	1.90289894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1085	21.7%
2	1031	20.6%
4	1016	20.3%
1	975	19.5%
5	893	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	975	19.5%
2	1031	20.6%
3	1085	21.7%
4	1016	20.3%
5	893	17.9%

Value	Count	Frequency (%)
5	893	17.9%
4	1016	20.3%
3	1085	21.7%
2	1031	20.6%
1	975	19.5%

marital
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4802

Minimum	0
Maximum	1
Zeros	2599
Zeros (%)	52.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4996577745
Coefficient of variation (CV)	1.040520147
Kurtosis	-1.994511701
Mean	0.4802
Median Absolute Deviation (MAD)	0
Skewness	0.07928596004
Sum	2401
Variance	0.2496578916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2599	52.0%
1	2401	48.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2599	52.0%
1	2401	48.0%

Value	Count	Frequency (%)
1	2401	48.0%
0	2599	52.0%

spoused
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1128

Minimum	-1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	2599
Negative (%)	52.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	14
95-th percentile	18
Maximum	24
Range	25
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	7.743517842
Coefficient of variation (CV)	1.266771012
Kurtosis	-1.591980319
Mean	6.1128
Median Absolute Deviation (MAD)	0
Skewness	0.3304298278
Sum	30564
Variance	59.96206857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
-1	2599	52.0%
13	270	5.4%
14	267	5.3%
15	257	5.1%
12	252	5.0%
16	250	5.0%
11	233	4.7%
17	188	3.8%
10	141	2.8%
18	116	2.3%
Other values (12)	427	8.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	2599	52.0%
3	1	< 0.1%
5	4	0.1%
6	14	0.3%
7	36	0.7%

Value	Count	Frequency (%)
24	3	0.1%
23	9	0.2%
22	14	0.3%
21	20	0.4%
20	59	1.2%

spousedcat
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6414

Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	2599
Negative (%)	52.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	2
95-th percentile	4
Maximum	5
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.886774503
Coefficient of variation (CV)	2.9416503
Kurtosis	-1.021888872
Mean	0.6414
Median Absolute Deviation (MAD)	0
Skewness	0.6193166968
Sum	3207
Variance	3.559918024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
-1	2599	52.0%
2	789	15.8%
1	606	12.1%
3	507	10.1%
4	394	7.9%
5	105	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	2599	52.0%
1	606	12.1%
2	789	15.8%
3	507	10.1%
4	394	7.9%

Value	Count	Frequency (%)
5	105	2.1%
4	394	7.9%
3	507	10.1%
2	789	15.8%
1	606	12.1%

reside
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.204

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.393977272
Coefficient of variation (CV)	0.6324760762
Kurtosis	1.007473573
Mean	2.204
Median Absolute Deviation (MAD)	1
Skewness	1.228809422
Sum	11020
Variance	1.943172635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%
6	99	2.0%
7	29	0.6%
8	7	0.1%
9	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%

Value	Count	Frequency (%)
9	2	< 0.1%
8	7	0.1%
7	29	0.6%
6	99	2.0%
5	288	5.8%

pets
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0674

Minimum	0
Maximum	21
Zeros	1529
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	21
Range	21
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.414496888
Coefficient of variation (CV)	1.113156709
Kurtosis	0.895993109
Mean	3.0674
Median Absolute Deviation (MAD)	2
Skewness	1.193780026
Sum	15337
Variance	11.658789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
5	298	6.0%
4	284	5.7%
6	256	5.1%
7	246	4.9%
8	178	3.6%
9	170	3.4%
Other values (10)	297	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
4	284	5.7%

Value	Count	Frequency (%)
21	1	< 0.1%
19	3	0.1%
18	1	< 0.1%
16	9	0.2%
15	10	0.2%

pets_cats
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5004

Minimum	0
Maximum	6
Zeros	3413
Zeros (%)	68.3%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8607833813
Coefficient of variation (CV)	1.72019061
Kurtosis	3.505584293
Mean	0.5004
Median Absolute Deviation (MAD)	0
Skewness	1.880430439
Sum	2502
Variance	0.7409480296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%
5	5	0.1%
6	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%

Value	Count	Frequency (%)
6	2	< 0.1%
5	5	0.1%
4	34	0.7%
3	160	3.2%
2	463	9.3%

pets_dogs
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3924

Minimum	0
Maximum	7
Zeros	3762
Zeros (%)	75.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7960835319
Coefficient of variation (CV)	2.028755178
Kurtosis	5.87836191
Mean	0.3924
Median Absolute Deviation (MAD)	0
Skewness	2.330117657
Sum	1962
Variance	0.6337489898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%
5	4	0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%

Value	Count	Frequency (%)
7	1	< 0.1%
5	4	0.1%
4	36	0.7%
3	117	2.3%
2	360	7.2%

pets_birds
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1104

Minimum	0
Maximum	5
Zeros	4698
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4942273689
Coefficient of variation (CV)	4.476697182
Kurtosis	29.8226173
Mean	0.1104
Median Absolute Deviation (MAD)	0
Skewness	5.246435978
Sum	552
Variance	0.2442606921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%

Value	Count	Frequency (%)
5	1	< 0.1%
4	20	0.4%
3	49	1.0%
2	88	1.8%
1	144	2.9%

pets_reptiles
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0556

Minimum	0
Maximum	6
Zeros	4818
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.325775791
Coefficient of variation (CV)	5.859276816
Kurtosis	72.82864835
Mean	0.0556
Median Absolute Deviation (MAD)	0
Skewness	7.586118061
Sum	278
Variance	0.106129866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
4	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	19	0.4%
2	46	0.9%

pets_small
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1146

Minimum	0
Maximum	7
Zeros	4749
Zeros (%)	95.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5687983354
Coefficient of variation (CV)	4.96333626
Kurtosis	39.15415145
Mean	0.1146
Median Absolute Deviation (MAD)	0
Skewness	5.908675747
Sum	573
Variance	0.3235315463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	4749	95.0%
2	83	1.7%
1	78	1.6%
3	50	1.0%
4	26	0.5%
5	10	0.2%
6	3	0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4749	95.0%
1	78	1.6%
2	83	1.7%
3	50	1.0%
4	26	0.5%

Value	Count	Frequency (%)
7	1	< 0.1%
6	3	0.1%
5	10	0.2%
4	26	0.5%
3	50	1.0%

pets_saltfish
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0466

Minimum	0
Maximum	8
Zeros	4942
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4695450293
Coefficient of variation (CV)	10.07607359
Kurtosis	133.344304
Mean	0.0466
Median Absolute Deviation (MAD)	0
Skewness	11.19356771
Sum	233
Variance	0.2204725345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	4942	98.8%
3	11	0.2%
6	11	0.2%
2	11	0.2%
4	10	0.2%
5	8	0.2%
7	3	0.1%
1	3	0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4942	98.8%
1	3	0.1%
2	11	0.2%
3	11	0.2%
4	10	0.2%

Value	Count	Frequency (%)
8	1	< 0.1%
7	3	0.1%
6	11	0.2%
5	8	0.2%
4	10	0.2%

pets_freshfish
Real number (ℝ_≥0)

ZEROS

Distinct	17
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8474

Minimum	0
Maximum	16
Zeros	3462
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	8
Maximum	16
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.074801477
Coefficient of variation (CV)	1.664394001
Kurtosis	1.034373422
Mean	1.8474
Median Absolute Deviation (MAD)	0
Skewness	1.45517328
Sum	9237
Variance	9.454404121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	3462	69.2%
5	261	5.2%
6	251	5.0%
7	229	4.6%
4	222	4.4%
8	134	2.7%
3	130	2.6%
9	110	2.2%
2	63	1.3%
10	54	1.1%
Other values (7)	84	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3462	69.2%
1	17	0.3%
2	63	1.3%
3	130	2.6%
4	222	4.4%

Value	Count	Frequency (%)
16	1	< 0.1%
15	5	0.1%
14	4	0.1%
13	4	0.1%
12	18	0.4%

homeown
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6296

Minimum	0
Maximum	1
Zeros	1852
Zeros (%)	37.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.482960133
Coefficient of variation (CV)	0.7670904273
Kurtosis	-1.712418123
Mean	0.6296
Median Absolute Deviation (MAD)	0
Skewness	-0.5369050233
Sum	3148
Variance	0.2332504901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	3148	63.0%
0	1852	37.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1852	37.0%
1	3148	63.0%

Value	Count	Frequency (%)
1	3148	63.0%
0	1852	37.0%

hometype
Real number (ℝ_≥0)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8426

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9167296868
Coefficient of variation (CV)	0.497519639
Kurtosis	-0.4341461828
Mean	1.8426
Median Absolute Deviation (MAD)	1
Skewness	0.7694693057
Sum	9213
Variance	0.8403933187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
1	2265	45.3%
2	1548	31.0%
3	896	17.9%
4	291	5.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2265	45.3%
2	1548	31.0%
3	896	17.9%
4	291	5.8%

Value	Count	Frequency (%)
4	291	5.8%
3	896	17.9%
2	1548	31.0%
1	2265	45.3%

address
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	57
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.4024

Minimum	0
Maximum	57
Zeros	245
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	14
Q3	25
95-th percentile	40
Maximum	57
Range	57
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	12.39748417
Coefficient of variation (CV)	0.755833547
Kurtosis	-0.2296738333
Mean	16.4024
Median Absolute Deviation (MAD)	9
Skewness	0.7065456231
Sum	82012
Variance	153.6976138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	245	4.9%
2	196	3.9%
4	195	3.9%
5	177	3.5%
3	172	3.4%
1	169	3.4%
8	169	3.4%
7	166	3.3%
12	166	3.3%
6	163	3.3%
Other values (47)	3182	63.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	245	4.9%
1	169	3.4%
2	196	3.9%
3	172	3.4%
4	195	3.9%

Value	Count	Frequency (%)
57	3	0.1%
55	5	0.1%
54	1	< 0.1%
53	6	0.1%
52	7	0.1%

addresscat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.272

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.319986543
Coefficient of variation (CV)	0.40341887
Kurtosis	-1.076601118
Mean	3.272
Median Absolute Deviation (MAD)	1
Skewness	-0.2232780974
Sum	16360
Variance	1.742364473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1221	24.4%
5	1157	23.1%
4	1139	22.8%
2	873	17.5%
1	610	12.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	610	12.2%
2	873	17.5%
3	1221	24.4%
4	1139	22.8%
5	1157	23.1%

Value	Count	Frequency (%)
5	1157	23.1%
4	1139	22.8%
3	1221	24.4%
2	873	17.5%
1	610	12.2%

cars
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1306

Minimum	0
Maximum	8
Zeros	497
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.307472958
Coefficient of variation (CV)	0.6136642065
Kurtosis	0.3283876837
Mean	2.1306
Median Absolute Deviation (MAD)	1
Skewness	0.5017223598
Sum	10653
Variance	1.709485537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1607	32.1%
1	1119	22.4%
3	1082	21.6%
0	497	9.9%
4	481	9.6%
5	149	3.0%
6	51	1.0%
7	13	0.3%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	497	9.9%
1	1119	22.4%
2	1607	32.1%
3	1082	21.6%
4	481	9.6%

Value	Count	Frequency (%)
8	1	< 0.1%
7	13	0.3%
6	51	1.0%
5	149	3.0%
4	481	9.6%

carown
Real number (ℝ)

ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6414

Minimum	-1
Maximum	1
Zeros	799
Zeros (%)	16.0%
Negative	497
Negative (%)	9.9%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6548983267
Coefficient of variation (CV)	1.021045099
Kurtosis	1.139987247
Mean	0.6414
Median Absolute Deviation (MAD)	0
Skewness	-1.594433522
Sum	3207
Variance	0.4288918184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	3704	74.1%
0	799	16.0%
-1	497	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
0	799	16.0%
1	3704	74.1%

Value	Count	Frequency (%)
1	3704	74.1%
0	799	16.0%
-1	497	9.9%

cartype
Real number (ℝ)

ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3438

Minimum	-1
Maximum	1
Zeros	2287
Zeros (%)	45.7%
Negative	497
Negative (%)	9.9%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6515262522
Coefficient of variation (CV)	1.89507345
Kurtosis	-0.7082132002
Mean	0.3438
Median Absolute Deviation (MAD)	1
Skewness	-0.4868498236
Sum	1719
Variance	0.4244864573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	2287	45.7%
1	2216	44.3%
-1	497	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
0	2287	45.7%
1	2216	44.3%

Value	Count	Frequency (%)
1	2216	44.3%
0	2287	45.7%
-1	497	9.9%

carvalue
Real number (ℝ)

Distinct	801
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.23258

Minimum	-1
Maximum	99.6
Zeros	0
Zeros (%)	0.0%
Negative	497
Negative (%)	9.9%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	9.2
median	17
Q3	31.1
95-th percentile	72
Maximum	99.6
Range	100.6
Interquartile range (IQR)	21.9

Descriptive statistics

Standard deviation	21.2316367
Coefficient of variation (CV)	0.9138733925
Kurtosis	1.951706615
Mean	23.23258
Median Absolute Deviation (MAD)	9.6
Skewness	1.474026141
Sum	116162.9
Variance	450.782397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	497	9.9%
9.8	25	0.5%
13.5	24	0.5%
6.3	24	0.5%
10.2	23	0.5%
13	23	0.5%
11.4	22	0.4%
9.1	22	0.4%
9.2	22	0.4%
9.9	22	0.4%
Other values (791)	4296	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
2.2	1	< 0.1%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%

Value	Count	Frequency (%)
99.6	1	< 0.1%
99.2	1	< 0.1%
98.8	1	< 0.1%
98.5	4	0.1%
98.2	1	< 0.1%

carcatvalue
Real number (ℝ)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3894

Minimum	-1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	497
Negative (%)	9.9%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	3
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.081296204
Coefficient of variation (CV)	0.7782468719
Kurtosis	0.2306393646
Mean	1.3894
Median Absolute Deviation (MAD)	1
Skewness	-0.4964276085
Sum	6947
Variance	1.16920148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
1	2399	48.0%
2	1267	25.3%
3	837	16.7%
-1	497	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
1	2399	48.0%
2	1267	25.3%
3	837	16.7%

Value	Count	Frequency (%)
3	837	16.7%
2	1267	25.3%
1	2399	48.0%
-1	497	9.9%

carbought
Real number (ℝ)

ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.221

Minimum	-1
Maximum	1
Zeros	2901
Zeros (%)	58.0%
Negative	497
Negative (%)	9.9%
Memory size	39.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6091249516
Coefficient of variation (CV)	2.7562215
Kurtosis	-0.5264033985
Mean	0.221
Median Absolute Deviation (MAD)	0
Skewness	-0.1582311869
Sum	1105
Variance	0.3710332066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	2901	58.0%
1	1602	32.0%
-1	497	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
0	2901	58.0%
1	1602	32.0%

Value	Count	Frequency (%)
1	1602	32.0%
0	2901	58.0%
-1	497	9.9%

carbuy
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.361

Minimum	0
Maximum	1
Zeros	3195
Zeros (%)	63.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4803385733
Coefficient of variation (CV)	1.330577765
Kurtosis	-1.665436881
Mean	0.361
Median Absolute Deviation (MAD)	0
Skewness	0.578990029
Sum	1805
Variance	0.230725145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3195	63.9%
1	1805	36.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3195	63.9%
1	1805	36.1%

Value	Count	Frequency (%)
1	1805	36.1%
0	3195	63.9%

commute
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9962

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.743517986
Coefficient of variation (CV)	0.9156658386
Kurtosis	-0.04557220383
Mean	2.9962
Median Absolute Deviation (MAD)	0
Skewness	1.127698726
Sum	14981
Variance	7.526890938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	2855	57.1%
4	635	12.7%
8	585	11.7%
5	302	6.0%
3	295	5.9%
10	153	3.1%
7	56	1.1%
2	50	1.0%
6	44	0.9%
9	25	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2855	57.1%
2	50	1.0%
3	295	5.9%
4	635	12.7%
5	302	6.0%

Value	Count	Frequency (%)
10	153	3.1%
9	25	0.5%
8	585	11.7%
7	56	1.1%
6	44	0.9%

commutecat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9734

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.258971581
Coefficient of variation (CV)	0.6379708022
Kurtosis	-0.7879110342
Mean	1.9734
Median Absolute Deviation (MAD)	0
Skewness	0.8190792752
Sum	9867
Variance	1.585009442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	2905	58.1%
3	981	19.6%
4	666	13.3%
2	295	5.9%
5	153	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2905	58.1%
2	295	5.9%
3	981	19.6%
4	666	13.3%
5	153	3.1%

Value	Count	Frequency (%)
5	153	3.1%
4	666	13.3%
3	981	19.6%
2	295	5.9%
1	2905	58.1%

commutetime
Real number (ℝ_≥0)

Distinct	41
Distinct (%)	0.8%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	25.34553822

Minimum	8
Maximum	48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	8
5-th percentile	16
Q1	21
median	25
Q3	29
95-th percentile	35
Maximum	48
Range	40
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.879148725
Coefficient of variation (CV)	0.2319599085
Kurtosis	0.1348687314
Mean	25.34553822
Median Absolute Deviation (MAD)	4
Skewness	0.2902796332
Sum	126677
Variance	34.56438973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
24	336	6.7%
23	335	6.7%
27	331	6.6%
25	330	6.6%
22	325	6.5%
26	311	6.2%
21	307	6.1%
28	293	5.9%
29	260	5.2%
30	226	4.5%
Other values (31)	1944	38.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
9	6	0.1%
10	4	0.1%
11	9	0.2%
12	22	0.4%

Value	Count	Frequency (%)
48	1	< 0.1%
47	1	< 0.1%
46	6	0.1%
45	4	0.1%
44	4	0.1%

commutecar
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.679

Minimum	0
Maximum	1
Zeros	1605
Zeros (%)	32.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.466907486
Coefficient of variation (CV)	0.6876398911
Kurtosis	-1.41219319
Mean	0.679
Median Absolute Deviation (MAD)	0
Skewness	-0.7670540054
Sum	3395
Variance	0.2180026005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	3395	67.9%
0	1605	32.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1605	32.1%
1	3395	67.9%

Value	Count	Frequency (%)
1	3395	67.9%
0	1605	32.1%

commutemotorcycle
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1026

Minimum	0
Maximum	1
Zeros	4487
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3034660744
Coefficient of variation (CV)	2.95775901
Kurtosis	4.866984363
Mean	0.1026
Median Absolute Deviation (MAD)	0
Skewness	2.620121701
Sum	513
Variance	0.09209165833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

Value	Count	Frequency (%)
1	513	10.3%
0	4487	89.7%

commutecarpool
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2718

Minimum	0
Maximum	1
Zeros	3641
Zeros (%)	72.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4449318519
Coefficient of variation (CV)	1.636982531
Kurtosis	-0.9473223251
Mean	0.2718
Median Absolute Deviation (MAD)	0
Skewness	1.026185541
Sum	1359
Variance	0.1979643529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3641	72.8%
1	1359	27.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3641	72.8%
1	1359	27.2%

Value	Count	Frequency (%)
1	1359	27.2%
0	3641	72.8%

commutebus
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.406

Minimum	0
Maximum	1
Zeros	2970
Zeros (%)	59.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4911336299
Coefficient of variation (CV)	1.209688744
Kurtosis	-1.854097948
Mean	0.406
Median Absolute Deviation (MAD)	0
Skewness	0.3829410544
Sum	2030
Variance	0.2412122424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2970	59.4%
1	2030	40.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2970	59.4%
1	2030	40.6%

Value	Count	Frequency (%)
1	2030	40.6%
0	2970	59.4%

commuterail
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2746

Minimum	0
Maximum	1
Zeros	3627
Zeros (%)	72.5%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4463571294
Coefficient of variation (CV)	1.62548117
Kurtosis	-0.979569172
Mean	0.2746
Median Absolute Deviation (MAD)	0
Skewness	1.010357766
Sum	1373
Variance	0.1992346869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3627	72.5%
1	1373	27.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3627	72.5%
1	1373	27.5%

Value	Count	Frequency (%)
1	1373	27.5%
0	3627	72.5%

commutepublic
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0954

Minimum	0
Maximum	1
Zeros	4523
Zeros (%)	90.5%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2937960232
Coefficient of variation (CV)	3.079622884
Kurtosis	5.594433898
Mean	0.0954
Median Absolute Deviation (MAD)	0
Skewness	2.755394034
Sum	477
Variance	0.08631610322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4523	90.5%
1	477	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4523	90.5%
1	477	9.5%

Value	Count	Frequency (%)
1	477	9.5%
0	4523	90.5%

commutebike
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1234

Minimum	0
Maximum	1
Zeros	4383
Zeros (%)	87.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3289286835
Coefficient of variation (CV)	2.665548488
Kurtosis	3.248946673
Mean	0.1234
Median Absolute Deviation (MAD)	0
Skewness	2.290774379
Sum	617
Variance	0.1081940788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4383	87.7%
1	617	12.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4383	87.7%
1	617	12.3%

Value	Count	Frequency (%)
1	617	12.3%
0	4383	87.7%

commutewalk
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3838

Minimum	0
Maximum	1
Zeros	3081
Zeros (%)	61.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4863587863
Coefficient of variation (CV)	1.267219349
Kurtosis	-1.772198508
Mean	0.3838
Median Absolute Deviation (MAD)	0
Skewness	0.4780277519
Sum	1919
Variance	0.236544869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3081	61.6%
1	1919	38.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3081	61.6%
1	1919	38.4%

Value	Count	Frequency (%)
1	1919	38.4%
0	3081	61.6%

commutenonmotor
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0584

Minimum	0
Maximum	1
Zeros	4708
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2345217263
Coefficient of variation (CV)	4.015782984
Kurtosis	12.19870481
Mean	0.0584
Median Absolute Deviation (MAD)	0
Skewness	3.767469375
Sum	292
Variance	0.05500044009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4708	94.2%
1	292	5.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4708	94.2%
1	292	5.8%

Value	Count	Frequency (%)
1	292	5.8%
0	4708	94.2%

telecommute
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.188

Minimum	0
Maximum	1
Zeros	4060
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3907512474
Coefficient of variation (CV)	2.078464082
Kurtosis	0.5524280632
Mean	0.188
Median Absolute Deviation (MAD)	0
Skewness	1.59756291
Sum	940
Variance	0.1526865373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4060	81.2%
1	940	18.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4060	81.2%
1	940	18.8%

Value	Count	Frequency (%)
1	940	18.8%
0	4060	81.2%

reason
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6368

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	9
Q3	9
95-th percentile	9
Maximum	9
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.8500018
Coefficient of variation (CV)	0.3731931962
Kurtosis	0.8480470924
Mean	7.6368
Median Absolute Deviation (MAD)	0
Skewness	-1.658556525
Sum	38184
Variance	8.122510262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
9	4052	81.0%
1	447	8.9%
2	339	6.8%
4	105	2.1%
3	57	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	447	8.9%
2	339	6.8%
3	57	1.1%
4	105	2.1%
9	4052	81.0%

Value	Count	Frequency (%)
9	4052	81.0%
4	105	2.1%
3	57	1.1%
2	339	6.8%
1	447	8.9%

polview
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0886

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.387059778
Coefficient of variation (CV)	0.3392505449
Kurtosis	-0.5311967079
Mean	4.0886
Median Absolute Deviation (MAD)	1
Skewness	-0.1983400055
Sum	20443
Variance	1.923934827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	1733	34.7%
5	893	17.9%
6	843	16.9%
3	659	13.2%
2	623	12.5%
1	163	3.3%
7	86	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	163	3.3%
2	623	12.5%
3	659	13.2%
4	1733	34.7%
5	893	17.9%

Value	Count	Frequency (%)
7	86	1.7%
6	843	16.9%
5	893	17.9%
4	1733	34.7%
3	659	13.2%

polparty
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3814

Minimum	0
Maximum	1
Zeros	3093
Zeros (%)	61.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4857789994
Coefficient of variation (CV)	1.273673307
Kurtosis	-1.762089083
Mean	0.3814
Median Absolute Deviation (MAD)	0
Skewness	0.4884832779
Sum	1907
Variance	0.2359812362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3093	61.9%
1	1907	38.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3093	61.9%
1	1907	38.1%

Value	Count	Frequency (%)
1	1907	38.1%
0	3093	61.9%

polcontrib
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2384

Minimum	0
Maximum	1
Zeros	3808
Zeros (%)	76.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4261475805
Coefficient of variation (CV)	1.787531797
Kurtosis	-0.4916356554
Mean	0.2384
Median Absolute Deviation (MAD)	0
Skewness	1.228234977
Sum	1192
Variance	0.1816017604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3808	76.2%
1	1192	23.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3808	76.2%
1	1192	23.8%

Value	Count	Frequency (%)
1	1192	23.8%
0	3808	76.2%

vote
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.518

Minimum	0
Maximum	1
Zeros	2410
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49972587
Coefficient of variation (CV)	0.9647217568
Kurtosis	-1.995604559
Mean	0.518
Median Absolute Deviation (MAD)	0
Skewness	-0.0720683237
Sum	2590
Variance	0.2497259452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2590	51.8%
0	2410	48.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2410	48.2%
1	2590	51.8%

Value	Count	Frequency (%)
1	2590	51.8%
0	2410	48.2%

card
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7142

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.184904705
Coefficient of variation (CV)	0.4365576247
Kurtosis	-1.111220712
Mean	2.7142
Median Absolute Deviation (MAD)	1
Skewness	0.01533298718
Sum	13571
Variance	1.40399916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	1344	26.9%
2	1247	24.9%
3	1200	24.0%
1	986	19.7%
5	223	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	986	19.7%
2	1247	24.9%
3	1200	24.0%
4	1344	26.9%
5	223	4.5%

Value	Count	Frequency (%)
5	223	4.5%
4	1344	26.9%
3	1200	24.0%
2	1247	24.9%
1	986	19.7%

cardtype
Real number (ℝ_≥0)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.507

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.118481649
Coefficient of variation (CV)	0.4461434581
Kurtosis	-1.360840648
Mean	2.507
Median Absolute Deviation (MAD)	1
Skewness	-0.009808556919
Sum	12535
Variance	1.2510012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
4	1260	25.2%
3	1257	25.1%
1	1242	24.8%
2	1241	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1242	24.8%
2	1241	24.8%
3	1257	25.1%
4	1260	25.2%

Value	Count	Frequency (%)
4	1260	25.2%
3	1257	25.1%
2	1241	24.8%
1	1242	24.8%

cardbenefit
Real number (ℝ_≥0)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5058

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	3.25
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	1.117235876
Coefficient of variation (CV)	0.4458599554
Kurtosis	-1.357923451
Mean	2.5058
Median Absolute Deviation (MAD)	1
Skewness	-0.01238761783
Sum	12529
Variance	1.248216003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
3	1274	25.5%
4	1250	25.0%
1	1245	24.9%
2	1231	24.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1245	24.9%
2	1231	24.6%
3	1274	25.5%
4	1250	25.0%

Value	Count	Frequency (%)
4	1250	25.0%
3	1274	25.5%
2	1231	24.6%
1	1245	24.9%

cardfee
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1898

Minimum	0
Maximum	1
Zeros	4051
Zeros (%)	81.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3921820003
Coefficient of variation (CV)	2.066290834
Kurtosis	0.5046713338
Mean	0.1898
Median Absolute Deviation (MAD)	0
Skewness	1.582551619
Sum	949
Variance	0.1538067213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4051	81.0%
1	949	19.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4051	81.0%
1	949	19.0%

Value	Count	Frequency (%)
1	949	19.0%
0	4051	81.0%

cardtenure
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.6558

Minimum	0
Maximum	40
Zeros	91
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	14
Q3	26
95-th percentile	38
Maximum	40
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	12.02095783
Coefficient of variation (CV)	0.7217280362
Kurtosis	-1.056112126
Mean	16.6558
Median Absolute Deviation (MAD)	9
Skewness	0.4293605803
Sum	83279
Variance	144.503427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
3	246	4.9%
1	228	4.6%
2	220	4.4%
4	193	3.9%
5	188	3.8%
6	176	3.5%
7	163	3.3%
11	158	3.2%
8	158	3.2%
9	153	3.1%
Other values (31)	3117	62.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91	1.8%
1	228	4.6%
2	220	4.4%
3	246	4.9%
4	193	3.9%

Value	Count	Frequency (%)
40	126	2.5%
39	113	2.3%
38	98	2.0%
37	83	1.7%
36	72	1.4%

cardtenurecat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7822

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.353783478
Coefficient of variation (CV)	0.3579354551
Kurtosis	-1.026585927
Mean	3.7822
Median Absolute Deviation (MAD)	1
Skewness	-0.6282395814
Sum	18911
Variance	1.832729706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	2351	47.0%
2	847	16.9%
3	789	15.8%
4	694	13.9%
1	319	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	319	6.4%
2	847	16.9%
3	789	15.8%
4	694	13.9%
5	2351	47.0%

Value	Count	Frequency (%)
5	2351	47.0%
4	694	13.9%
3	789	15.8%
2	847	16.9%
1	319	6.4%

card2
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7744

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.173447926
Coefficient of variation (CV)	0.4229555675
Kurtosis	-0.9179101004
Mean	2.7744
Median Absolute Deviation (MAD)	1
Skewness	0.08473611575
Sum	13872
Variance	1.376980036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1384	27.7%
2	1301	26.0%
4	1141	22.8%
1	829	16.6%
5	345	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	829	16.6%
2	1301	26.0%
3	1384	27.7%
4	1141	22.8%
5	345	6.9%

Value	Count	Frequency (%)
5	345	6.9%
4	1141	22.8%
3	1384	27.7%
2	1301	26.0%
1	829	16.6%

card2type
Real number (ℝ_≥0)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5412

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.11881764
Coefficient of variation (CV)	0.4402713834
Kurtosis	-1.360135281
Mean	2.5412
Median Absolute Deviation (MAD)	1
Skewness	-0.04748042762
Sum	12706
Variance	1.251752911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
4	1319	26.4%
3	1257	25.1%
2	1235	24.7%
1	1189	23.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1189	23.8%
2	1235	24.7%
3	1257	25.1%
4	1319	26.4%

Value	Count	Frequency (%)
4	1319	26.4%
3	1257	25.1%
2	1235	24.7%
1	1189	23.8%

card2benefit
Real number (ℝ_≥0)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.534

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	3
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.117270629
Coefficient of variation (CV)	0.4409118505
Kurtosis	-1.356192447
Mean	2.534
Median Absolute Deviation (MAD)	1
Skewness	-0.04651864828
Sum	12670
Variance	1.248293659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
4	1294	25.9%
3	1286	25.7%
2	1216	24.3%
1	1204	24.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1204	24.1%
2	1216	24.3%
3	1286	25.7%
4	1294	25.9%

Value	Count	Frequency (%)
4	1294	25.9%
3	1286	25.7%
2	1216	24.3%
1	1204	24.1%

card2fee
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1872

Minimum	0
Maximum	1
Zeros	4064
Zeros (%)	81.3%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3901110064
Coefficient of variation (CV)	2.083926316
Kurtosis	0.5739688707
Mean	0.1872
Median Absolute Deviation (MAD)	0
Skewness	1.604287831
Sum	936
Variance	0.1521865973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4064	81.3%
1	936	18.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4064	81.3%
1	936	18.7%

Value	Count	Frequency (%)
1	936	18.7%
0	4064	81.3%

card2tenure
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	31
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.0844

Minimum	0
Maximum	30
Zeros	89
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	12
Q3	21
95-th percentile	29
Maximum	30
Range	30
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.119402905
Coefficient of variation (CV)	0.696967603
Kurtosis	-1.133717358
Mean	13.0844
Median Absolute Deviation (MAD)	8
Skewness	0.3516751981
Sum	65422
Variance	83.16350934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2	304	6.1%
1	276	5.5%
3	259	5.2%
4	250	5.0%
6	208	4.2%
5	206	4.1%
7	200	4.0%
10	181	3.6%
30	178	3.6%
8	177	3.5%
Other values (21)	2761	55.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	89	1.8%
1	276	5.5%
2	304	6.1%
3	259	5.2%
4	250	5.0%

Value	Count	Frequency (%)
30	178	3.6%
29	156	3.1%
28	137	2.7%
27	100	2.0%
26	120	2.4%

card2tenurecat
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5714

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.363845319
Coefficient of variation (CV)	0.3818797444
Kurtosis	-1.247495334
Mean	3.5714
Median Absolute Deviation (MAD)	1
Skewness	-0.3681815234
Sum	17857
Variance	1.860074055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	1923	38.5%
2	1019	20.4%
3	933	18.7%
4	760	15.2%
1	365	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	365	7.3%
2	1019	20.4%
3	933	18.7%
4	760	15.2%
5	1923	38.5%

Value	Count	Frequency (%)
5	1923	38.5%
4	760	15.2%
3	933	18.7%
2	1019	20.4%
1	365	7.3%

active
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.466

Minimum	0
Maximum	1
Zeros	2670
Zeros (%)	53.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4988925523
Coefficient of variation (CV)	1.070584876
Kurtosis	-1.982199962
Mean	0.466
Median Absolute Deviation (MAD)	0
Skewness	0.136356437
Sum	2330
Variance	0.2488937788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2670	53.4%
1	2330	46.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2670	53.4%
1	2330	46.6%

Value	Count	Frequency (%)
1	2330	46.6%
0	2670	53.4%

bfast
Real number (ℝ_≥0)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0586

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	3
Maximum	3
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.8295201388
Coefficient of variation (CV)	0.402953531
Kurtosis	-1.538520855
Mean	2.0586
Median Absolute Deviation (MAD)	1
Skewness	-0.109642012
Sum	10293
Variance	0.6881036607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
3	1875	37.5%
1	1582	31.6%
2	1543	30.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1582	31.6%
2	1543	30.9%
3	1875	37.5%

Value	Count	Frequency (%)
3	1875	37.5%
2	1543	30.9%
1	1582	31.6%

tenure
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	73
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.2048

Minimum	0
Maximum	72
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	18
median	38
Q3	59
95-th percentile	72
Maximum	72
Range	72
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	22.66188803
Coefficient of variation (CV)	0.5931686079
Kurtosis	-1.330461631
Mean	38.2048
Median Absolute Deviation (MAD)	21
Skewness	-0.03634538348
Sum	191024
Variance	513.5611692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	251	5.0%
71	147	2.9%
70	98	2.0%
5	94	1.9%
69	94	1.9%
9	88	1.8%
7	87	1.7%
2	81	1.6%
64	79	1.6%
68	79	1.6%
Other values (63)	3902	78.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.1%
1	72	1.4%
2	81	1.6%
3	75	1.5%
4	71	1.4%

Value	Count	Frequency (%)
72	251	5.0%
71	147	2.9%
70	98	2.0%
69	94	1.9%
68	79	1.6%

churn
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2532

Minimum	0
Maximum	1
Zeros	3734
Zeros (%)	74.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4348880149
Coefficient of variation (CV)	1.7175672
Kurtosis	-0.711017382
Mean	0.2532
Median Absolute Deviation (MAD)	0
Skewness	1.135459019
Sum	1266
Variance	0.1891275855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3734	74.7%
1	1266	25.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3734	74.7%
1	1266	25.3%

Value	Count	Frequency (%)
1	1266	25.3%
0	3734	74.7%

longmon
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	866
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.47145

Minimum	0.9
Maximum	179.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.9
5-th percentile	2.9
Q1	5.7
median	9.55
Q3	16.55
95-th percentile	36.7575
Maximum	179.85
Range	178.95
Interquartile range (IQR)	10.85

Descriptive statistics

Standard deviation	12.77338116
Coefficient of variation (CV)	0.9481816107
Kurtosis	18.50338971
Mean	13.47145
Median Absolute Deviation (MAD)	4.625
Skewness	3.271922723
Sum	67357.25
Variance	163.1592663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.2	31	0.6%
5	29	0.6%
7.9	28	0.6%
5.65	25	0.5%
7.5	25	0.5%
5.15	24	0.5%
4.75	24	0.5%
3.95	24	0.5%
4.95	24	0.5%
4.3	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9	2	< 0.1%
0.95	1	< 0.1%
1	1	< 0.1%
1.05	1	< 0.1%
1.1	2	< 0.1%

Value	Count	Frequency (%)
179.85	1	< 0.1%
140.2	1	< 0.1%
130	1	< 0.1%
114.55	1	< 0.1%
113.75	1	< 0.1%

longten
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4437
Distinct (%)	88.8%
Missing	3
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	708.8717531

Minimum	0.9
Maximum	13046.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.9
5-th percentile	12.62
Q1	104.6
median	350
Q3	913.85
95-th percentile	2567.65
Maximum	13046.5
Range	13045.6
Interquartile range (IQR)	809.25

Descriptive statistics

Standard deviation	979.2910723
Coefficient of variation (CV)	1.381478481
Kurtosis	16.98209333
Mean	708.8717531
Median Absolute Deviation (MAD)	298.9
Skewness	3.215724003
Sum	3542232.15
Variance	959011.0043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.05	8	0.2%
2.6	6	0.1%
16.45	5	0.1%
14.3	5	0.1%
11.15	4	0.1%
289.75	4	0.1%
34.85	4	0.1%
70.4	4	0.1%
42.05	4	0.1%
1.4	4	0.1%
Other values (4427)	4949	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9	2	< 0.1%
0.95	1	< 0.1%
1	1	< 0.1%
1.1	1	< 0.1%
1.15	2	< 0.1%

Value	Count	Frequency (%)
13046.5	1	< 0.1%
10252.35	1	< 0.1%
9356.65	1	< 0.1%
8293.35	1	< 0.1%
8178.6	1	< 0.1%

tollfree
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4756

Minimum	0
Maximum	1
Zeros	2622
Zeros (%)	52.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.499454233
Coefficient of variation (CV)	1.050156083
Kurtosis	-1.991242426
Mean	0.4756
Median Absolute Deviation (MAD)	0
Skewness	0.09774574842
Sum	2378
Variance	0.2494545309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2622	52.4%
1	2378	47.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
1	2378	47.6%

Value	Count	Frequency (%)
1	2378	47.6%
0	2622	52.4%

tollmon
Real number (ℝ_≥0)

ZEROS

Distinct	235
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.26445

Minimum	0
Maximum	173
Zeros	2622
Zeros (%)	52.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	24.5
95-th percentile	43.5
Maximum	173
Range	173
Interquartile range (IQR)	24.5

Descriptive statistics

Standard deviation	16.31001784
Coefficient of variation (CV)	1.229603779
Kurtosis	2.31946961
Mean	13.26445
Median Absolute Deviation (MAD)	0
Skewness	1.181604957
Sum	66322.25
Variance	266.016682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2622	52.4%
22.75	33	0.7%
18	33	0.7%
24	32	0.6%
23	31	0.6%
22	30	0.6%
23.75	30	0.6%
20	29	0.6%
19	29	0.6%
19.5	29	0.6%
Other values (225)	2102	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
8	1	< 0.1%
8.5	2	< 0.1%
8.75	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
173	1	< 0.1%
101.75	1	< 0.1%
99.25	1	< 0.1%
94.75	1	< 0.1%
86	1	< 0.1%

tollten
Real number (ℝ_≥0)

ZEROS

Distinct	2323
Distinct (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	577.83251

Minimum	0
Maximum	6923.45
Zeros	2622
Zeros (%)	52.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	885.45
95-th percentile	2620.2125
Maximum	6923.45
Range	6923.45
Interquartile range (IQR)	885.45

Descriptive statistics

Standard deviation	949.1515863
Coefficient of variation (CV)	1.642606759
Kurtosis	4.879251859
Mean	577.83251
Median Absolute Deviation (MAD)	0
Skewness	2.089870155
Sum	2889162.55
Variance	900888.7338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2622	52.4%
16.75	3	0.1%
1480.5	3	0.1%
10	3	0.1%
68.65	2	< 0.1%
423.2	2	< 0.1%
478.95	2	< 0.1%
17.75	2	< 0.1%
1325.8	2	< 0.1%
481.5	2	< 0.1%
Other values (2313)	2357	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
8.75	1	< 0.1%
10	3	0.1%
10.5	1	< 0.1%
10.75	1	< 0.1%

Value	Count	Frequency (%)
6923.45	1	< 0.1%
6843	1	< 0.1%
6763.8	1	< 0.1%
6196.5	1	< 0.1%
5646.45	1	< 0.1%

equip
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3408

Minimum	0
Maximum	1
Zeros	3296
Zeros (%)	65.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4740256323
Coefficient of variation (CV)	1.390920283
Kurtosis	-1.549086301
Mean	0.3408
Median Absolute Deviation (MAD)	0
Skewness	0.6719624199
Sum	1704
Variance	0.2247003001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3296	65.9%
1	1704	34.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
1	1704	34.1%

Value	Count	Frequency (%)
1	1704	34.1%
0	3296	65.9%

equipmon
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	735
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.99131

Minimum	0
Maximum	106.3
Zeros	3296
Zeros (%)	65.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30.8
95-th percentile	49.0525
Maximum	106.3
Range	106.3
Interquartile range (IQR)	30.8

Descriptive statistics

Standard deviation	19.2129426
Coefficient of variation (CV)	1.478907254
Kurtosis	-0.1151255476
Mean	12.99131
Median Absolute Deviation (MAD)	0
Skewness	1.081747534
Sum	64956.55
Variance	369.1371634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3296	65.9%
38.8	8	0.2%
36.5	8	0.2%
31.15	8	0.2%
32.3	8	0.2%
31.35	8	0.2%
42.05	7	0.1%
26.6	7	0.1%
29.25	7	0.1%
43.25	7	0.1%
Other values (725)	1636	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
17	1	< 0.1%
17.1	1	< 0.1%
17.25	1	< 0.1%
17.35	1	< 0.1%

Value	Count	Frequency (%)
106.3	1	< 0.1%
94.1	1	< 0.1%
91.2	1	< 0.1%
89.35	1	< 0.1%
86.35	1	< 0.1%

equipten
Real number (ℝ_≥0)

ZEROS

Distinct	1683
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	470.1764

Minimum	0
Maximum	6525.3
Zeros	3296
Zeros (%)	65.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	510.1625
95-th percentile	2600.99
Maximum	6525.3
Range	6525.3
Interquartile range (IQR)	510.1625

Descriptive statistics

Standard deviation	912.2206241
Coefficient of variation (CV)	1.940166763
Kurtosis	4.786260303
Mean	470.1764
Median Absolute Deviation (MAD)	0
Skewness	2.21494878
Sum	2350882
Variance	832146.4671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3296	65.9%
1259.35	2	< 0.1%
446.45	2	< 0.1%
1918.8	2	< 0.1%
824.3	2	< 0.1%
2778.3	2	< 0.1%
723.2	2	< 0.1%
163.4	2	< 0.1%
206.7	2	< 0.1%
224.7	2	< 0.1%
Other values (1673)	1686	33.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
12.05	1	< 0.1%
14.65	1	< 0.1%
14.85	1	< 0.1%
16.1	1	< 0.1%

Value	Count	Frequency (%)
6525.3	1	< 0.1%
6158.95	1	< 0.1%
6014.7	1	< 0.1%
5996.85	1	< 0.1%
5174.45	1	< 0.1%

callcard
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7162

Minimum	0
Maximum	1
Zeros	1419
Zeros (%)	28.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4508860384
Coefficient of variation (CV)	0.6295532511
Kurtosis	-1.080013748
Mean	0.7162
Median Absolute Deviation (MAD)	0
Skewness	-0.9593843951
Sum	3581
Variance	0.2032982196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	3581	71.6%
0	1419	28.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1419	28.4%
1	3581	71.6%

Value	Count	Frequency (%)
1	3581	71.6%
0	1419	28.4%

cardmon
Real number (ℝ_≥0)

ZEROS

Distinct	271
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.44385

Minimum	0
Maximum	188.5
Zeros	1419
Zeros (%)	28.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13.75
Q3	22.75
95-th percentile	42
Maximum	188.5
Range	188.5
Interquartile range (IQR)	22.75

Descriptive statistics

Standard deviation	15.00756909
Coefficient of variation (CV)	0.9717505087
Kurtosis	7.167082585
Mean	15.44385
Median Absolute Deviation (MAD)	10.75
Skewness	1.687652851
Sum	77219.25
Variance	225.2271301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1419	28.4%
13.25	53	1.1%
11.5	52	1.0%
16.5	49	1.0%
16.25	49	1.0%
13.75	47	0.9%
18.25	45	0.9%
13.5	45	0.9%
14.25	44	0.9%
15	44	0.9%
Other values (261)	3153	63.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1419	28.4%
3.25	1	< 0.1%
3.75	1	< 0.1%
4	3	0.1%
4.25	9	0.2%

Value	Count	Frequency (%)
188.5	1	< 0.1%
138.25	1	< 0.1%
104.5	1	< 0.1%
102	1	< 0.1%
100.25	1	< 0.1%

cardten
Real number (ℝ_≥0)

ZEROS

Distinct	697
Distinct (%)	13.9%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	720.4783914

Minimum	0
Maximum	13705
Zeros	1420
Zeros (%)	28.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	425
Q3	1080
95-th percentile	2455.75
Maximum	13705
Range	13705
Interquartile range (IQR)	1080

Descriptive statistics

Standard deviation	922.2255266
Coefficient of variation (CV)	1.280018301
Kurtosis	15.16275134
Mean	720.4783914
Median Absolute Deviation (MAD)	425
Skewness	2.645855077
Sum	3600951
Variance	850499.9219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1420	28.4%
590	21	0.4%
200	20	0.4%
380	20	0.4%
45	19	0.4%
195	19	0.4%
500	19	0.4%
330	18	0.4%
220	18	0.4%
435	18	0.4%
Other values (687)	3406	68.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1420	28.4%
4.75	1	< 0.1%
5	17	0.3%
5.25	1	< 0.1%
7.75	1	< 0.1%

Value	Count	Frequency (%)
13705	1	< 0.1%
9920	1	< 0.1%
7310	1	< 0.1%
7115	1	< 0.1%
6440	1	< 0.1%

wireless
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2688

Minimum	0
Maximum	1
Zeros	3656
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4433800595
Coefficient of variation (CV)	1.649479388
Kurtosis	-0.9118588686
Mean	0.2688
Median Absolute Deviation (MAD)	0
Skewness	1.043314926
Sum	1344
Variance	0.1965858772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3656	73.1%
1	1344	26.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
1	1344	26.9%

Value	Count	Frequency (%)
1	1344	26.9%
0	3656	73.1%

wiremon
Real number (ℝ_≥0)

ZEROS

Distinct	746
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.70119

Minimum	0
Maximum	186.25
Zeros	3656
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20.9625
95-th percentile	51.305
Maximum	186.25
Range	186.25
Interquartile range (IQR)	20.9625

Descriptive statistics

Standard deviation	19.79983653
Coefficient of variation (CV)	1.850246238
Kurtosis	4.783786913
Mean	10.70119
Median Absolute Deviation (MAD)	0
Skewness	1.998012984
Sum	53505.95
Variance	392.0335268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3656	73.1%
34.3	9	0.2%
22.95	7	0.1%
27.95	7	0.1%
32.2	7	0.1%
39.3	6	0.1%
22.5	6	0.1%
31.15	5	0.1%
43.2	5	0.1%
27.75	5	0.1%
Other values (736)	1287	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
12.7	1	< 0.1%
14	1	< 0.1%
14.55	1	< 0.1%
14.7	2	< 0.1%

Value	Count	Frequency (%)
186.25	1	< 0.1%
165.15	1	< 0.1%
134.45	1	< 0.1%
130.75	1	< 0.1%
119.1	1	< 0.1%

wireten
Real number (ℝ_≥0)

ZEROS

Distinct	1328
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	421.98461

Minimum	0
Maximum	12858.65
Zeros	3656
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	89.9625
95-th percentile	2687.9225
Maximum	12858.65
Range	12858.65
Interquartile range (IQR)	89.9625

Descriptive statistics

Standard deviation	1001.003287
Coefficient of variation (CV)	2.372132213
Kurtosis	15.46436407
Mean	421.98461
Median Absolute Deviation (MAD)	0
Skewness	3.30420317
Sum	2109923.05
Variance	1002007.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3656	73.1%
2182.05	2	< 0.1%
2386.25	2	< 0.1%
2323.8	2	< 0.1%
1062.75	2	< 0.1%
2049.85	2	< 0.1%
1199.2	2	< 0.1%
183.1	2	< 0.1%
20.9	2	< 0.1%
1073.95	2	< 0.1%
Other values (1318)	1326	26.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
12.7	1	< 0.1%
14.55	1	< 0.1%
14.6	1	< 0.1%
14.9	2	< 0.1%

Value	Count	Frequency (%)
12858.65	1	< 0.1%
9851.15	1	< 0.1%
9039.8	1	< 0.1%
8675.05	1	< 0.1%
7217.1	1	< 0.1%

multline
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4884

Minimum	0
Maximum	1
Zeros	2558
Zeros (%)	51.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4999154159
Coefficient of variation (CV)	1.023577838
Kurtosis	-1.998644205
Mean	0.4884
Median Absolute Deviation (MAD)	0
Skewness	0.0464264213
Sum	2442
Variance	0.2499154231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2558	51.2%
1	2442	48.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2558	51.2%
1	2442	48.8%

Value	Count	Frequency (%)
1	2442	48.8%
0	2558	51.2%

voice
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.303

Minimum	0
Maximum	1
Zeros	3485
Zeros (%)	69.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4596011822
Coefficient of variation (CV)	1.516835585
Kurtosis	-1.265014638
Mean	0.303
Median Absolute Deviation (MAD)	0
Skewness	0.857608027
Sum	1515
Variance	0.2112332466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3485	69.7%
1	1515	30.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3485	69.7%
1	1515	30.3%

Value	Count	Frequency (%)
1	1515	30.3%
0	3485	69.7%

pager
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2436

Minimum	0
Maximum	1
Zeros	3782
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4292969825
Coefficient of variation (CV)	1.762302884
Kurtosis	-0.5722301735
Mean	0.2436
Median Absolute Deviation (MAD)	0
Skewness	1.19498907
Sum	1218
Variance	0.1842958992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3782	75.6%
1	1218	24.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3782	75.6%
1	1218	24.4%

Value	Count	Frequency (%)
1	1218	24.4%
0	3782	75.6%

internet
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1996

Minimum	0
Maximum	4
Zeros	2498
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.449337765
Coefficient of variation (CV)	1.208184199
Kurtosis	-0.8385647798
Mean	1.1996
Median Absolute Deviation (MAD)	1
Skewness	0.8084050647
Sum	5998
Variance	2.100579956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
3	598	12.0%
4	585	11.7%
2	545	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
2	545	10.9%
3	598	12.0%
4	585	11.7%

Value	Count	Frequency (%)
4	585	11.7%
3	598	12.0%
2	545	10.9%
1	774	15.5%
0	2498	50.0%

callid
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4752

Minimum	0
Maximum	1
Zeros	2624
Zeros (%)	52.5%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4994345272
Coefficient of variation (CV)	1.050998584
Kurtosis	-1.990925699
Mean	0.4752
Median Absolute Deviation (MAD)	0
Skewness	0.09935205765
Sum	2376
Variance	0.249434847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2624	52.5%
1	2376	47.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2624	52.5%
1	2376	47.5%

Value	Count	Frequency (%)
1	2376	47.5%
0	2624	52.5%

callwait
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.479

Minimum	0
Maximum	1
Zeros	2605
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4996087687
Coefficient of variation (CV)	1.043024569
Kurtosis	-1.993724938
Mean	0.479
Median Absolute Deviation (MAD)	0
Skewness	0.08409941809
Sum	2395
Variance	0.2496089218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2605	52.1%
1	2395	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2605	52.1%
1	2395	47.9%

Value	Count	Frequency (%)
1	2395	47.9%
0	2605	52.1%

forward
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4806

Minimum	0
Maximum	1
Zeros	2597
Zeros (%)	51.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4996734681
Coefficient of variation (CV)	1.039686783
Kurtosis	-1.994763606
Mean	0.4806
Median Absolute Deviation (MAD)	0
Skewness	0.07768178358
Sum	2403
Variance	0.2496735747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2597	51.9%
1	2403	48.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2597	51.9%
1	2403	48.1%

Value	Count	Frequency (%)
1	2403	48.1%
0	2597	51.9%

confer
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.478

Minimum	0
Maximum	1
Zeros	2610
Zeros (%)	52.2%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4995657246
Coefficient of variation (CV)	1.045116579
Kurtosis	-1.993033694
Mean	0.478
Median Absolute Deviation (MAD)	0
Skewness	0.08811174361
Sum	2390
Variance	0.2495659132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2610	52.2%
1	2390	47.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2610	52.2%
1	2390	47.8%

Value	Count	Frequency (%)
1	2390	47.8%
0	2610	52.2%

ebill
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3486

Minimum	0
Maximum	1
Zeros	3257
Zeros (%)	65.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.476574721
Coefficient of variation (CV)	1.367110502
Kurtosis	-1.59662404
Mean	0.3486
Median Absolute Deviation (MAD)	0
Skewness	0.6356215618
Sum	1743
Variance	0.2271234647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3257	65.1%
1	1743	34.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3257	65.1%
1	1743	34.9%

Value	Count	Frequency (%)
1	1743	34.9%
0	3257	65.1%

owntv
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.983

Minimum	0
Maximum	1
Zeros	85
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1292839621
Coefficient of variation (CV)	0.1315197987
Kurtosis	53.89590399
Mean	0.983
Median Absolute Deviation (MAD)	0
Skewness	-7.474914433
Sum	4915
Variance	0.01671434287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	4915	98.3%
0	85	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85	1.7%
1	4915	98.3%

Value	Count	Frequency (%)
1	4915	98.3%
0	85	1.7%

hourstv
Real number (ℝ_≥0)

ZEROS

Distinct	32
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.645

Minimum	0
Maximum	36
Zeros	85
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	17
median	20
Q3	23
95-th percentile	28
Maximum	36
Range	36
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.165608551
Coefficient of variation (CV)	0.2629477501
Kurtosis	2.348421771
Mean	19.645
Median Absolute Deviation (MAD)	3
Skewness	-0.6447121586
Sum	98225
Variance	26.6835117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
20	451	9.0%
19	445	8.9%
21	440	8.8%
18	413	8.3%
22	371	7.4%
17	350	7.0%
16	309	6.2%
23	301	6.0%
15	263	5.3%
24	248	5.0%
Other values (22)	1409	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85	1.7%
6	1	< 0.1%
7	3	0.1%
8	9	0.2%
9	13	0.3%

Value	Count	Frequency (%)
36	3	0.1%
35	6	0.1%
34	9	0.2%
33	8	0.2%
32	10	0.2%

ownvcr
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9156

Minimum	0
Maximum	1
Zeros	422
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2780145651
Coefficient of variation (CV)	0.3036419453
Kurtosis	6.948667706
Mean	0.9156
Median Absolute Deviation (MAD)	0
Skewness	-2.990967803
Sum	4578
Variance	0.07729209842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	4578	91.6%
0	422	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	422	8.4%
1	4578	91.6%

Value	Count	Frequency (%)
1	4578	91.6%
0	422	8.4%

owndvd
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9136

Minimum	0
Maximum	1
Zeros	432
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2809819036
Coefficient of variation (CV)	0.3075546231
Kurtosis	6.676519413
Mean	0.9136
Median Absolute Deviation (MAD)	0
Skewness	-2.945139889
Sum	4568
Variance	0.07895083017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	4568	91.4%
0	432	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	432	8.6%
1	4568	91.4%

Value	Count	Frequency (%)
1	4568	91.4%
0	432	8.6%

owncd
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9328

Minimum	0
Maximum	1
Zeros	336
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2503930896
Coefficient of variation (CV)	0.2684316999
Kurtosis	9.964154672
Mean	0.9328
Median Absolute Deviation (MAD)	0
Skewness	-3.458347752
Sum	4664
Variance	0.06269669934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	4664	93.3%
0	336	6.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	336	6.7%
1	4664	93.3%

Value	Count	Frequency (%)
1	4664	93.3%
0	336	6.7%

ownpda
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.201

Minimum	0
Maximum	1
Zeros	3995
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4007881313
Coefficient of variation (CV)	1.993970803
Kurtosis	0.2281166465
Mean	0.201
Median Absolute Deviation (MAD)	0
Skewness	1.492657214
Sum	1005
Variance	0.1606311262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3995	79.9%
1	1005	20.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3995	79.9%
1	1005	20.1%

Value	Count	Frequency (%)
1	1005	20.1%
0	3995	79.9%

ownpc
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6328

Minimum	0
Maximum	1
Zeros	1836
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4820898693
Coefficient of variation (CV)	0.7618360767
Kurtosis	-1.696906996
Mean	0.6328
Median Absolute Deviation (MAD)	0
Skewness	-0.5511550842
Sum	3164
Variance	0.2324106421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	3164	63.3%
0	1836	36.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1836	36.7%
1	3164	63.3%

Value	Count	Frequency (%)
1	3164	63.3%
0	1836	36.7%

ownipod
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4792

Minimum	0
Maximum	1
Zeros	2604
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4996171369
Coefficient of variation (CV)	1.042606713
Kurtosis	-1.993859301
Mean	0.4792
Median Absolute Deviation (MAD)	0
Skewness	0.08329707608
Sum	2396
Variance	0.2496172835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2604	52.1%
1	2396	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2604	52.1%
1	2396	47.9%

Value	Count	Frequency (%)
1	2396	47.9%
0	2604	52.1%

owngame
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4748

Minimum	0
Maximum	1
Zeros	2626
Zeros (%)	52.5%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4994145002
Coefficient of variation (CV)	1.051841828
Kurtosis	-1.990603771
Mean	0.4748
Median Absolute Deviation (MAD)	0
Skewness	0.1009585586
Sum	2374
Variance	0.249414843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2626	52.5%
1	2374	47.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2626	52.5%
1	2374	47.5%

Value	Count	Frequency (%)
1	2374	47.5%
0	2626	52.5%

ownfax
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1788

Minimum	0
Maximum	1
Zeros	4106
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3832230838
Coefficient of variation (CV)	2.143305838
Kurtosis	0.8125834303
Mean	0.1788
Median Absolute Deviation (MAD)	0
Skewness	1.676978997
Sum	894
Variance	0.146859932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4106	82.1%
1	894	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4106	82.1%
1	894	17.9%

Value	Count	Frequency (%)
1	894	17.9%
0	4106	82.1%

news
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4726

Minimum	0
Maximum	1
Zeros	2637
Zeros (%)	52.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4992986079
Coefficient of variation (CV)	1.056493034
Kurtosis	-1.988740082
Mean	0.4726
Median Absolute Deviation (MAD)	0
Skewness	0.1097978803
Sum	2363
Variance	0.2492990998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	2637	52.7%
1	2363	47.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2637	52.7%
1	2363	47.3%

Value	Count	Frequency (%)
1	2363	47.3%
0	2637	52.7%

response_01
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0836

Minimum	0
Maximum	1
Zeros	4582
Zeros (%)	91.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2768146768
Coefficient of variation (CV)	3.311180344
Kurtosis	7.061208018
Mean	0.0836
Median Absolute Deviation (MAD)	0
Skewness	3.009714886
Sum	418
Variance	0.07662636527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4582	91.6%
1	418	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4582	91.6%
1	418	8.4%

Value	Count	Frequency (%)
1	418	8.4%
0	4582	91.6%

response_02
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1298

Minimum	0
Maximum	1
Zeros	4351
Zeros (%)	87.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3361168769
Coefficient of variation (CV)	2.589498281
Kurtosis	2.857377697
Mean	0.1298
Median Absolute Deviation (MAD)	0
Skewness	2.203686662
Sum	649
Variance	0.1129745549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4351	87.0%
1	649	13.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4351	87.0%
1	649	13.0%

Value	Count	Frequency (%)
1	649	13.0%
0	4351	87.0%

response_03
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1026

Minimum	0
Maximum	1
Zeros	4487
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3034660744
Coefficient of variation (CV)	2.95775901
Kurtosis	4.866984363
Mean	0.1026
Median Absolute Deviation (MAD)	0
Skewness	2.620121701
Sum	513
Variance	0.09209165833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

Value	Count	Frequency (%)
1	513	10.3%
0	4487	89.7%

ln_total_spent
Real number (ℝ_≥0)

Distinct	4860
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.001244043

Minimum	2.093097868
Maximum	8.49311564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	2.093097868
5-th percentile	4.891145795
Q1	5.621423865
median	6.026469607
Q3	6.422536392
95-th percentile	7.043287846
Maximum	8.49311564
Range	6.400017772
Interquartile range (IQR)	0.8011125266

Descriptive statistics

Standard deviation	0.6714732965
Coefficient of variation (CV)	0.111889017
Kurtosis	1.909237525
Mean	6.001244043
Median Absolute Deviation (MAD)	0.401226695
Skewness	-0.5398367878
Sum	30006.22021
Variance	0.4508763879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.252221071	3	0.1%
6.239027503	3	0.1%
6.413081837	3	0.1%
6.070021536	3	0.1%
5.926819354	3	0.1%
6.034476143	2	< 0.1%
6.010948496	2	< 0.1%
5.133560641	2	< 0.1%
5.696119858	2	< 0.1%
5.901621893	2	< 0.1%
Other values (4850)	4975	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.093097868	1	< 0.1%
2.125847914	1	< 0.1%
2.157559321	1	< 0.1%
2.674148649	1	< 0.1%
2.674838067	1	< 0.1%

Value	Count	Frequency (%)
8.49311564	1	< 0.1%
8.42781538	1	< 0.1%
8.298915284	1	< 0.1%
8.187510653	1	< 0.1%
8.075663504	1	< 0.1%

Pearson's r

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Overview

Variables

Correlations

Pearson's r